RL Environment Software Engineer

talentpluto

$180K — $220K *
Consumer Technology
Less than 5 years of experience
Job Overview by Ladders

Qualifications

  • 5-7 years of experience in software engineering or machine learning engineering.
  • Proficiency in Node.js, Python, React, and TypeScript with strong Docker and Kubernetes skills.
  • Experience building systems from scratch with a strong focus on reinforcement learning (RL).
  • Ability to operate effectively in a fast-paced startup culture requiring high ownership.
  • Proven track record of impactful contributions at prior employers.

Responsibilities

  • Design and build high-quality RL environments that simulate real working conditions end-to-end.
  • Develop and refine task-specific agents until they are efficient and ready for production.
  • Collaborate with the research team to identify and prioritize future environment needs proactively.
  • Own and manage the backend and infrastructure ensuring reliability and scalability of environments.
  • Establish engineering standards for a new RL team as the function develops.

Benefits

  • Remote work opportunity from anywhere in the United States.
  • Joining a new RL team with exceptional talent and growth potential.
  • Chance to shape foundational engineering practices at an emerging function.
  • Work at the intersection of research engineering and practical software development.
Full Job Description
Location: Remote (United States)

Work Model: Remote

Industry: Applied AI / AI research data

Compensation: $180K-$220K base, ~$400K+ OTE (uncapped profit share)
The Opportunity

As an RL Environment Software Engineer, you will sit at the intersection of research engineering and traditional software engineering, building the environments that simulate real-world workflows and the agents that automate them. This is forward-looking work, you will help research and predict what high-quality environments the frontier will need next, then build them from the ground up.

You will join a brand-new RL team being assembled with exceptional talent, with a clear path to grow alongside it as the function scales into industry pods.
Responsibilities
  • Design and build high-quality RL environments that simulate real working environments end to end.
  • Develop agents for the tasks within those environments and iterate until they are efficient and production-ready.
  • Partner with the research team to scope which environments to build and why, staying ahead of future demand rather than only meeting present needs.
  • Own the backend and infrastructure layers that make environments reliable and scalable.
  • Help set engineering standards for a zero-to-one team as the RL function grows.
Requirements
  • Strong machine-learning engineers who code heavily and build systems from scratch, with strong intuition for reinforcement learning.
  • Proficiency across a modern stack, Node.js and Python on the backend and React/TypeScript on the frontend, with strong Kubernetes and Docker skills.
  • Comfort operating in a fast-paced startup environment with high ownership and long hours.
  • A track record of meaningful tenure and impact at previous companies.
  • Reinforcement-learning experience or an RL research background is a strong plus, though not required.
  • Bachelor's degree in computer science or a related technical field, or equivalent practical experience.

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